LLM detection
2 published articles
AIFeatured3 min read
AI Integrity
The AI Pipeline Has Three Silent Leaks, and Every Fix Makes One of Them Worse
A comment-spam poisoning study, a paper showing AI detectors can backfire, and a fraud-detection model caught exploiting label leakage all describe the same underlying failure: proxy measures in AI pipelines get gamed the moment they become load-bearing, and fixing one doesn't fix the pattern.
2026-07-31
AI3 min read
Artificial Intelligence
Better AI detectors might make people use AI more, not less
Imperfect LLM detectors can distort user incentives, leading to more AI use and lower quality outputs. The paper's findings challenge the naive assumption that detection tools cleanly reduce machine-generated content.
2026-07-26